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authorDaniel Baumann <daniel.baumann@progress-linux.org>2024-04-16 19:19:13 +0000
committerDaniel Baumann <daniel.baumann@progress-linux.org>2024-04-16 19:19:13 +0000
commitccd992355df7192993c666236047820244914598 (patch)
treef00fea65147227b7743083c6148396f74cd66935 /src/cmd/compile/internal/pgo/irgraph.go
parentInitial commit. (diff)
downloadgolang-1.21-ccd992355df7192993c666236047820244914598.tar.xz
golang-1.21-ccd992355df7192993c666236047820244914598.zip
Adding upstream version 1.21.8.upstream/1.21.8
Signed-off-by: Daniel Baumann <daniel.baumann@progress-linux.org>
Diffstat (limited to 'src/cmd/compile/internal/pgo/irgraph.go')
-rw-r--r--src/cmd/compile/internal/pgo/irgraph.go566
1 files changed, 566 insertions, 0 deletions
diff --git a/src/cmd/compile/internal/pgo/irgraph.go b/src/cmd/compile/internal/pgo/irgraph.go
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+++ b/src/cmd/compile/internal/pgo/irgraph.go
@@ -0,0 +1,566 @@
+// Copyright 2022 The Go Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style
+// license that can be found in the LICENSE file.
+
+// A note on line numbers: when working with line numbers, we always use the
+// binary-visible relative line number. i.e., the line number as adjusted by
+// //line directives (ctxt.InnermostPos(ir.Node.Pos()).RelLine()). Use
+// NodeLineOffset to compute line offsets.
+//
+// If you are thinking, "wait, doesn't that just make things more complex than
+// using the real line number?", then you are 100% correct. Unfortunately,
+// pprof profiles generated by the runtime always contain line numbers as
+// adjusted by //line directives (because that is what we put in pclntab). Thus
+// for the best behavior when attempting to match the source with the profile
+// it makes sense to use the same line number space.
+//
+// Some of the effects of this to keep in mind:
+//
+// - For files without //line directives there is no impact, as RelLine() ==
+// Line().
+// - For functions entirely covered by the same //line directive (i.e., a
+// directive before the function definition and no directives within the
+// function), there should also be no impact, as line offsets within the
+// function should be the same as the real line offsets.
+// - Functions containing //line directives may be impacted. As fake line
+// numbers need not be monotonic, we may compute negative line offsets. We
+// should accept these and attempt to use them for best-effort matching, as
+// these offsets should still match if the source is unchanged, and may
+// continue to match with changed source depending on the impact of the
+// changes on fake line numbers.
+// - Functions containing //line directives may also contain duplicate lines,
+// making it ambiguous which call the profile is referencing. This is a
+// similar problem to multiple calls on a single real line, as we don't
+// currently track column numbers.
+//
+// Long term it would be best to extend pprof profiles to include real line
+// numbers. Until then, we have to live with these complexities. Luckily,
+// //line directives that change line numbers in strange ways should be rare,
+// and failing PGO matching on these files is not too big of a loss.
+
+package pgo
+
+import (
+ "cmd/compile/internal/base"
+ "cmd/compile/internal/ir"
+ "cmd/compile/internal/pgo/internal/graph"
+ "cmd/compile/internal/typecheck"
+ "cmd/compile/internal/types"
+ "fmt"
+ "internal/profile"
+ "os"
+)
+
+// IRGraph is a call graph with nodes pointing to IRs of functions and edges
+// carrying weights and callsite information.
+//
+// Nodes for indirect calls may have missing IR (IRNode.AST == nil) if the node
+// is not visible from this package (e.g., not in the transitive deps). Keeping
+// these nodes allows determining the hottest edge from a call even if that
+// callee is not available.
+//
+// TODO(prattmic): Consider merging this data structure with Graph. This is
+// effectively a copy of Graph aggregated to line number and pointing to IR.
+type IRGraph struct {
+ // Nodes of the graph
+ IRNodes map[string]*IRNode
+}
+
+// IRNode represents a node (function) in the IRGraph.
+type IRNode struct {
+ // Pointer to the IR of the Function represented by this node.
+ AST *ir.Func
+ // Linker symbol name of the Function represented by this node.
+ // Populated only if AST == nil.
+ LinkerSymbolName string
+
+ // Set of out-edges in the callgraph. The map uniquely identifies each
+ // edge based on the callsite and callee, for fast lookup.
+ OutEdges map[NodeMapKey]*IREdge
+}
+
+// Name returns the symbol name of this function.
+func (i *IRNode) Name() string {
+ if i.AST != nil {
+ return ir.LinkFuncName(i.AST)
+ }
+ return i.LinkerSymbolName
+}
+
+// IREdge represents a call edge in the IRGraph with source, destination,
+// weight, callsite, and line number information.
+type IREdge struct {
+ // Source and destination of the edge in IRNode.
+ Src, Dst *IRNode
+ Weight int64
+ CallSiteOffset int // Line offset from function start line.
+}
+
+// NodeMapKey represents a hash key to identify unique call-edges in profile
+// and in IR. Used for deduplication of call edges found in profile.
+//
+// TODO(prattmic): rename to something more descriptive.
+type NodeMapKey struct {
+ CallerName string
+ CalleeName string
+ CallSiteOffset int // Line offset from function start line.
+}
+
+// Weights capture both node weight and edge weight.
+type Weights struct {
+ NFlat int64
+ NCum int64
+ EWeight int64
+}
+
+// CallSiteInfo captures call-site information and its caller/callee.
+type CallSiteInfo struct {
+ LineOffset int // Line offset from function start line.
+ Caller *ir.Func
+ Callee *ir.Func
+}
+
+// Profile contains the processed PGO profile and weighted call graph used for
+// PGO optimizations.
+type Profile struct {
+ // Aggregated NodeWeights and EdgeWeights across the profile. This
+ // helps us determine the percentage threshold for hot/cold
+ // partitioning.
+ TotalNodeWeight int64
+ TotalEdgeWeight int64
+
+ // NodeMap contains all unique call-edges in the profile and their
+ // aggregated weight.
+ NodeMap map[NodeMapKey]*Weights
+
+ // WeightedCG represents the IRGraph built from profile, which we will
+ // update as part of inlining.
+ WeightedCG *IRGraph
+}
+
+// New generates a profile-graph from the profile.
+func New(profileFile string) (*Profile, error) {
+ f, err := os.Open(profileFile)
+ if err != nil {
+ return nil, fmt.Errorf("error opening profile: %w", err)
+ }
+ defer f.Close()
+ profile, err := profile.Parse(f)
+ if err != nil {
+ return nil, fmt.Errorf("error parsing profile: %w", err)
+ }
+
+ if len(profile.Sample) == 0 {
+ // We accept empty profiles, but there is nothing to do.
+ return nil, nil
+ }
+
+ valueIndex := -1
+ for i, s := range profile.SampleType {
+ // Samples count is the raw data collected, and CPU nanoseconds is just
+ // a scaled version of it, so either one we can find is fine.
+ if (s.Type == "samples" && s.Unit == "count") ||
+ (s.Type == "cpu" && s.Unit == "nanoseconds") {
+ valueIndex = i
+ break
+ }
+ }
+
+ if valueIndex == -1 {
+ return nil, fmt.Errorf(`profile does not contain a sample index with value/type "samples/count" or cpu/nanoseconds"`)
+ }
+
+ g := graph.NewGraph(profile, &graph.Options{
+ SampleValue: func(v []int64) int64 { return v[valueIndex] },
+ })
+
+ p := &Profile{
+ NodeMap: make(map[NodeMapKey]*Weights),
+ WeightedCG: &IRGraph{
+ IRNodes: make(map[string]*IRNode),
+ },
+ }
+
+ // Build the node map and totals from the profile graph.
+ if err := p.processprofileGraph(g); err != nil {
+ return nil, err
+ }
+
+ if p.TotalNodeWeight == 0 || p.TotalEdgeWeight == 0 {
+ return nil, nil // accept but ignore profile with no samples.
+ }
+
+ // Create package-level call graph with weights from profile and IR.
+ p.initializeIRGraph()
+
+ return p, nil
+}
+
+// processprofileGraph builds various maps from the profile-graph.
+//
+// It initializes NodeMap and Total{Node,Edge}Weight based on the name and
+// callsite to compute node and edge weights which will be used later on to
+// create edges for WeightedCG.
+//
+// Caller should ignore the profile if p.TotalNodeWeight == 0 || p.TotalEdgeWeight == 0.
+func (p *Profile) processprofileGraph(g *graph.Graph) error {
+ nFlat := make(map[string]int64)
+ nCum := make(map[string]int64)
+ seenStartLine := false
+
+ // Accummulate weights for the same node.
+ for _, n := range g.Nodes {
+ canonicalName := n.Info.Name
+ nFlat[canonicalName] += n.FlatValue()
+ nCum[canonicalName] += n.CumValue()
+ }
+
+ // Process graph and build various node and edge maps which will
+ // be consumed by AST walk.
+ for _, n := range g.Nodes {
+ seenStartLine = seenStartLine || n.Info.StartLine != 0
+
+ p.TotalNodeWeight += n.FlatValue()
+ canonicalName := n.Info.Name
+ // Create the key to the nodeMapKey.
+ nodeinfo := NodeMapKey{
+ CallerName: canonicalName,
+ CallSiteOffset: n.Info.Lineno - n.Info.StartLine,
+ }
+
+ for _, e := range n.Out {
+ p.TotalEdgeWeight += e.WeightValue()
+ nodeinfo.CalleeName = e.Dest.Info.Name
+ if w, ok := p.NodeMap[nodeinfo]; ok {
+ w.EWeight += e.WeightValue()
+ } else {
+ weights := new(Weights)
+ weights.NFlat = nFlat[canonicalName]
+ weights.NCum = nCum[canonicalName]
+ weights.EWeight = e.WeightValue()
+ p.NodeMap[nodeinfo] = weights
+ }
+ }
+ }
+
+ if p.TotalNodeWeight == 0 || p.TotalEdgeWeight == 0 {
+ return nil // accept but ignore profile with no samples.
+ }
+
+ if !seenStartLine {
+ // TODO(prattmic): If Function.start_line is missing we could
+ // fall back to using absolute line numbers, which is better
+ // than nothing.
+ return fmt.Errorf("profile missing Function.start_line data (Go version of profiled application too old? Go 1.20+ automatically adds this to profiles)")
+ }
+
+ return nil
+}
+
+// initializeIRGraph builds the IRGraph by visiting all the ir.Func in decl list
+// of a package.
+func (p *Profile) initializeIRGraph() {
+ // Bottomup walk over the function to create IRGraph.
+ ir.VisitFuncsBottomUp(typecheck.Target.Decls, func(list []*ir.Func, recursive bool) {
+ for _, fn := range list {
+ p.VisitIR(fn)
+ }
+ })
+
+ // Add additional edges for indirect calls. This must be done second so
+ // that IRNodes is fully populated (see the dummy node TODO in
+ // addIndirectEdges).
+ //
+ // TODO(prattmic): VisitIR above populates the graph via direct calls
+ // discovered via the IR. addIndirectEdges populates the graph via
+ // calls discovered via the profile. This combination of opposite
+ // approaches is a bit awkward, particularly because direct calls are
+ // discoverable via the profile as well. Unify these into a single
+ // approach.
+ p.addIndirectEdges()
+}
+
+// VisitIR traverses the body of each ir.Func and use NodeMap to determine if
+// we need to add an edge from ir.Func and any node in the ir.Func body.
+func (p *Profile) VisitIR(fn *ir.Func) {
+ g := p.WeightedCG
+
+ if g.IRNodes == nil {
+ g.IRNodes = make(map[string]*IRNode)
+ }
+
+ name := ir.LinkFuncName(fn)
+ node, ok := g.IRNodes[name]
+ if !ok {
+ node = &IRNode{
+ AST: fn,
+ }
+ g.IRNodes[name] = node
+ }
+
+ // Recursively walk over the body of the function to create IRGraph edges.
+ p.createIRGraphEdge(fn, node, name)
+}
+
+// NodeLineOffset returns the line offset of n in fn.
+func NodeLineOffset(n ir.Node, fn *ir.Func) int {
+ // See "A note on line numbers" at the top of the file.
+ line := int(base.Ctxt.InnermostPos(n.Pos()).RelLine())
+ startLine := int(base.Ctxt.InnermostPos(fn.Pos()).RelLine())
+ return line - startLine
+}
+
+// addIREdge adds an edge between caller and new node that points to `callee`
+// based on the profile-graph and NodeMap.
+func (p *Profile) addIREdge(callerNode *IRNode, callerName string, call ir.Node, callee *ir.Func) {
+ g := p.WeightedCG
+
+ calleeName := ir.LinkFuncName(callee)
+ calleeNode, ok := g.IRNodes[calleeName]
+ if !ok {
+ calleeNode = &IRNode{
+ AST: callee,
+ }
+ g.IRNodes[calleeName] = calleeNode
+ }
+
+ nodeinfo := NodeMapKey{
+ CallerName: callerName,
+ CalleeName: calleeName,
+ CallSiteOffset: NodeLineOffset(call, callerNode.AST),
+ }
+
+ var weight int64
+ if weights, ok := p.NodeMap[nodeinfo]; ok {
+ weight = weights.EWeight
+ }
+
+ // Add edge in the IRGraph from caller to callee.
+ edge := &IREdge{
+ Src: callerNode,
+ Dst: calleeNode,
+ Weight: weight,
+ CallSiteOffset: nodeinfo.CallSiteOffset,
+ }
+
+ if callerNode.OutEdges == nil {
+ callerNode.OutEdges = make(map[NodeMapKey]*IREdge)
+ }
+ callerNode.OutEdges[nodeinfo] = edge
+}
+
+// addIndirectEdges adds indirect call edges found in the profile to the graph,
+// to be used for devirtualization.
+//
+// targetDeclFuncs is the set of functions in typecheck.Target.Decls. Only
+// edges from these functions will be added.
+//
+// Devirtualization is only applied to typecheck.Target.Decls functions, so there
+// is no need to add edges from other functions.
+//
+// N.B. despite the name, addIndirectEdges will add any edges discovered via
+// the profile. We don't know for sure that they are indirect, but assume they
+// are since direct calls would already be added. (e.g., direct calls that have
+// been deleted from source since the profile was taken would be added here).
+//
+// TODO(prattmic): Devirtualization runs before inlining, so we can't devirtualize
+// calls inside inlined call bodies. If we did add that, we'd need edges from
+// inlined bodies as well.
+func (p *Profile) addIndirectEdges() {
+ g := p.WeightedCG
+
+ // g.IRNodes is populated with the set of functions in the local
+ // package build by VisitIR. We want to filter for local functions
+ // below, but we also add unknown callees to IRNodes as we go. So make
+ // an initial copy of IRNodes to recall just the local functions.
+ localNodes := make(map[string]*IRNode, len(g.IRNodes))
+ for k, v := range g.IRNodes {
+ localNodes[k] = v
+ }
+
+ for key, weights := range p.NodeMap {
+ // All callers in the local package build were added to IRNodes
+ // in VisitIR. If a caller isn't in the local package build we
+ // can skip adding edges, since we won't be devirtualizing in
+ // them anyway. This keeps the graph smaller.
+ callerNode, ok := localNodes[key.CallerName]
+ if !ok {
+ continue
+ }
+
+ // Already handled this edge?
+ if _, ok := callerNode.OutEdges[key]; ok {
+ continue
+ }
+
+ calleeNode, ok := g.IRNodes[key.CalleeName]
+ if !ok {
+ // IR is missing for this callee. Most likely this is
+ // because the callee isn't in the transitive deps of
+ // this package.
+ //
+ // Record this call anyway. If this is the hottest,
+ // then we want to skip devirtualization rather than
+ // devirtualizing to the second most common callee.
+ //
+ // TODO(prattmic): VisitIR populates IRNodes with all
+ // of the functions discovered via local package
+ // function declarations and calls. Thus we could miss
+ // functions that are available in export data of
+ // transitive deps, but aren't directly reachable. We
+ // need to do a lookup directly from package export
+ // data to get complete coverage.
+ calleeNode = &IRNode{
+ LinkerSymbolName: key.CalleeName,
+ // TODO: weights? We don't need them.
+ }
+ // Add dummy node back to IRNodes. We don't need this
+ // directly, but PrintWeightedCallGraphDOT uses these
+ // to print nodes.
+ g.IRNodes[key.CalleeName] = calleeNode
+ }
+ edge := &IREdge{
+ Src: callerNode,
+ Dst: calleeNode,
+ Weight: weights.EWeight,
+ CallSiteOffset: key.CallSiteOffset,
+ }
+
+ if callerNode.OutEdges == nil {
+ callerNode.OutEdges = make(map[NodeMapKey]*IREdge)
+ }
+ callerNode.OutEdges[key] = edge
+ }
+}
+
+// createIRGraphEdge traverses the nodes in the body of ir.Func and adds edges
+// between the callernode which points to the ir.Func and the nodes in the
+// body.
+func (p *Profile) createIRGraphEdge(fn *ir.Func, callernode *IRNode, name string) {
+ ir.VisitList(fn.Body, func(n ir.Node) {
+ switch n.Op() {
+ case ir.OCALLFUNC:
+ call := n.(*ir.CallExpr)
+ // Find the callee function from the call site and add the edge.
+ callee := DirectCallee(call.X)
+ if callee != nil {
+ p.addIREdge(callernode, name, n, callee)
+ }
+ case ir.OCALLMETH:
+ call := n.(*ir.CallExpr)
+ // Find the callee method from the call site and add the edge.
+ callee := ir.MethodExprName(call.X).Func
+ p.addIREdge(callernode, name, n, callee)
+ }
+ })
+}
+
+// WeightInPercentage converts profile weights to a percentage.
+func WeightInPercentage(value int64, total int64) float64 {
+ return (float64(value) / float64(total)) * 100
+}
+
+// PrintWeightedCallGraphDOT prints IRGraph in DOT format.
+func (p *Profile) PrintWeightedCallGraphDOT(edgeThreshold float64) {
+ fmt.Printf("\ndigraph G {\n")
+ fmt.Printf("forcelabels=true;\n")
+
+ // List of functions in this package.
+ funcs := make(map[string]struct{})
+ ir.VisitFuncsBottomUp(typecheck.Target.Decls, func(list []*ir.Func, recursive bool) {
+ for _, f := range list {
+ name := ir.LinkFuncName(f)
+ funcs[name] = struct{}{}
+ }
+ })
+
+ // Determine nodes of DOT.
+ //
+ // Note that ir.Func may be nil for functions not visible from this
+ // package.
+ nodes := make(map[string]*ir.Func)
+ for name := range funcs {
+ if n, ok := p.WeightedCG.IRNodes[name]; ok {
+ for _, e := range n.OutEdges {
+ if _, ok := nodes[e.Src.Name()]; !ok {
+ nodes[e.Src.Name()] = e.Src.AST
+ }
+ if _, ok := nodes[e.Dst.Name()]; !ok {
+ nodes[e.Dst.Name()] = e.Dst.AST
+ }
+ }
+ if _, ok := nodes[n.Name()]; !ok {
+ nodes[n.Name()] = n.AST
+ }
+ }
+ }
+
+ // Print nodes.
+ for name, ast := range nodes {
+ if _, ok := p.WeightedCG.IRNodes[name]; ok {
+ style := "solid"
+ if ast == nil {
+ style = "dashed"
+ }
+
+ if ast != nil && ast.Inl != nil {
+ fmt.Printf("\"%v\" [color=black, style=%s, label=\"%v,inl_cost=%d\"];\n", name, style, name, ast.Inl.Cost)
+ } else {
+ fmt.Printf("\"%v\" [color=black, style=%s, label=\"%v\"];\n", name, style, name)
+ }
+ }
+ }
+ // Print edges.
+ ir.VisitFuncsBottomUp(typecheck.Target.Decls, func(list []*ir.Func, recursive bool) {
+ for _, f := range list {
+ name := ir.LinkFuncName(f)
+ if n, ok := p.WeightedCG.IRNodes[name]; ok {
+ for _, e := range n.OutEdges {
+ style := "solid"
+ if e.Dst.AST == nil {
+ style = "dashed"
+ }
+ color := "black"
+ edgepercent := WeightInPercentage(e.Weight, p.TotalEdgeWeight)
+ if edgepercent > edgeThreshold {
+ color = "red"
+ }
+
+ fmt.Printf("edge [color=%s, style=%s];\n", color, style)
+ fmt.Printf("\"%v\" -> \"%v\" [label=\"%.2f\"];\n", n.Name(), e.Dst.Name(), edgepercent)
+ }
+ }
+ }
+ })
+ fmt.Printf("}\n")
+}
+
+// DirectCallee takes a function-typed expression and returns the underlying
+// function that it refers to if statically known. Otherwise, it returns nil.
+//
+// Equivalent to inline.inlCallee without calling CanInline on closures.
+func DirectCallee(fn ir.Node) *ir.Func {
+ fn = ir.StaticValue(fn)
+ switch fn.Op() {
+ case ir.OMETHEXPR:
+ fn := fn.(*ir.SelectorExpr)
+ n := ir.MethodExprName(fn)
+ // Check that receiver type matches fn.X.
+ // TODO(mdempsky): Handle implicit dereference
+ // of pointer receiver argument?
+ if n == nil || !types.Identical(n.Type().Recv().Type, fn.X.Type()) {
+ return nil
+ }
+ return n.Func
+ case ir.ONAME:
+ fn := fn.(*ir.Name)
+ if fn.Class == ir.PFUNC {
+ return fn.Func
+ }
+ case ir.OCLOSURE:
+ fn := fn.(*ir.ClosureExpr)
+ c := fn.Func
+ return c
+ }
+ return nil
+}